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Performing Decision-Theoretic Inference in Bayesian Network Ensemble Models
Uppsala University, Disciplinary Domain of Science and Technology, Mathematics and Computer Science, Department of Information Technology, Computing Science. (Machine Learning)
2013 (English)In: Twelfth Scandinavian Conference on Artificial Intelligence / [ed] Jaeger, M; Nielsen, TD; Viappiani, P, 2013, Vol. 257, 25-34 p.Conference paper, Published paper (Refereed)
Abstract [en]

The purpose of this paper is to present a simple extension to an existing inference algorithm on influence diagrams (i.e. decision theoretic extensions to Bayesian networks) that permits these algorithms to be applied to ensemble models. The extension, though simple, is important because of the power and robustness that such ensemble models provide [1]. This paper is intended principally as a 'recipe' that can be used even by those unfamiliar with the algorithms extended. Accordingly, I present the algorithms that the original contribution builds upon in full, though references are given to less concise renditions. Those familiar with these algorithms are invited to skip the elucidation. The consequence is a useful paper with more background and less original input than usual.

Place, publisher, year, edition, pages
2013. Vol. 257, 25-34 p.
Series
Frontiers in Artificial Intelligence and Applications, ISSN 0922-6389 ; 257
Keyword [en]
bayesian model averaging, influence diagrams, probabilistic models, graphical models, artificial intelligence, machine learning
National Category
Computer Science
Identifiers
URN: urn:nbn:se:uu:diva-211926DOI: 10.3233/978-1-61499-330-8-25ISI: 000343477100004ISBN: 978-1-61499-329-2 (print)OAI: oai:DiVA.org:uu-211926DiVA: diva2:670399
Conference
Twelfth Scandinavian Conference on Artificial Intelligence, 20-22 November, 2013, Aalborg, Denmark
Available from: 2013-12-03 Created: 2013-12-03 Last updated: 2014-12-05Bibliographically approved

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Ashcroft, Michael

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